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Low power in-memory computing based on dual-mode SOT-MRAM

机译:基于双模SOT-MRAM的低功率内存计算

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In this paper, we propose a novel Spin Orbit Torque Magnetic Random Access Memory (SOT-MRAM) array design that could simultaneously work as non-volatile memory and implement a reconfigurable in-memory logic (AND, OR) without add-on logic circuits to memory chip as in traditional logic-in-memory designs. The computed logic output could be simply read out like a normal MRAM bit-cell using the shared memory peripheral circuits. Such intrinsic in-memory logic could be used to process data within memory to greatly reduce power-hungry and long distance data communication in conventional Von-Neumann computing systems. We further employ in-memory data encryption using Advanced Encryption Standard (AES) algorithm as a case study to demonstrate the efficiency of the proposed design. The device to architecture co-simulation results show that the proposed design can achieve 70.15% and 80.87% lower energy consumption compared to CMOS-ASIC and CMOL-AES implementations, respectively. It offers almost similar energy consumption as recent DW-AES implementation, but with 60.65% less area overhead.
机译:在本文中,我们提出了一种新型自旋轨道扭矩磁随机存取存储器(SOT-MRAM)阵列设计,可以同时使用非易失性存储器,并在没有附加逻辑电路的情况下实现可重新配置的内存逻辑(以及或)在传统的逻辑内容设计中,存储芯片。计算的逻辑输出可以简单地使用共享内存外设电路就像正常的MRAM比特单元一样。这种内在内存逻辑可用于处理内存内的数据,以大大降低传统的von-neumann计算系统中的功率饥饿和长距离数据通信。我们进一步采用了使用高级加密标准(AES)算法的内存数据加密作为案例研究,以展示所提出的设计效率。该设备到架构共仿真结果表明,与CMOS-ASIC和CMOL-AES实现相比,所提出的设计可以分别实现70.15±80.87 %的能量消耗。它提供几乎与最近的DW-AES实施相似的能耗,但较少的区域开销较少60.65%。

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